{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d6e9a00a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x550 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "# 设置支持中文的字体\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "# 解决负号显示问题\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "# 新数据整理（保留原始顺序）\n",
    "data = {\n",
    "    'x': [1, 2, 3, 4, 5, 6, 7, 8, 9, 10],\n",
    "    'ΔT=5min': [4, 8, 34, 5, 3, 11, 10, 2, 11, 8],\n",
    "    'ΔT=20min': [3, 7, 9, 4, 1, 8, 7, 2.5, 9, 7],\n",
    "    'ΔT=45min': [2.5, 6.5, 4.5, 3.9, 0.9, 7, 6, 2.3, 8.7, 6]\n",
    "}\n",
    "\n",
    "df = pd.DataFrame(data).set_index('x')\n",
    "plt.figure(figsize=(10, 5.5), dpi=100)  # 调整画布比例\n",
    "\n",
    "# 差异化标记方案（3系列专属）\n",
    "markers = {\n",
    "    'ΔT=5min': {'marker': 'o', 'size': 7, 'mfc': 'white', 'mew': 1.5},  # 空心圆\n",
    "    'ΔT=20min': {'marker': 's', 'size': 6, 'mfc': '#2563eb', 'mew': 0},  # 实心蓝方块\n",
    "    'ΔT=45min': {'marker': '^', 'size': 8, 'mfc': 'none', 'mew': 2},  # 空心三角（加粗边缘）\n",
    "}\n",
    "\n",
    "for col in df.columns:\n",
    "    style = markers[col]\n",
    "    plt.plot(\n",
    "        df.index, df[col],\n",
    "        marker=style['marker'],\n",
    "        linestyle='-',\n",
    "        linewidth=2,\n",
    "        markersize=style['size'],\n",
    "        markerfacecolor=style['mfc'],\n",
    "        markeredgecolor=plt.rcParams['axes.prop_cycle'].by_key()['color'][df.columns.get_loc(col)],\n",
    "        markeredgewidth=style['mew'],\n",
    "        label=col,\n",
    "        alpha=0.95\n",
    "    )\n",
    "\n",
    "# 边框优化（保留左下边框）\n",
    "ax = plt.gca()\n",
    "ax.spines[['top', 'right']].set_visible(False)\n",
    "ax.spines['left'].set_color('#444')  # 深灰边框\n",
    "ax.spines['bottom'].set_linewidth(1.2)\n",
    "\n",
    "# 图例与标签\n",
    "plt.legend(\n",
    "    loc='upper left',\n",
    "    bbox_to_anchor=(1, 1),  # 右置图例\n",
    "    frameon=False,\n",
    "    handlelength=1.8,\n",
    "    columnspacing=1.5\n",
    ")\n",
    "\n",
    "plt.xlabel('轨迹序列', fontsize=12, labelpad=10)\n",
    "plt.ylabel('兴趣区域个数', fontsize=12, labelpad=15)\n",
    "plt.xticks(df.index, rotation=0, fontsize=10)  # 垂直X轴标签\n",
    "plt.grid(axis='y', linestyle='--', color='#f0f0f0', zorder=0)  # 浅灰背景网格\n",
    "\n",
    "plt.tight_layout(rect=[0, 0, 0.95, 1])  # 左侧留出空间\n",
    "plt.show()\n"
   ]
  }
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